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Association Mapping of Traits over Time Using Gaussian Processes Channel: VideoLectures Length: 0 Date: October 11, 2010

Analysis of Clustering Procedures Channel: VideoLectures Length: 1452 Date: October 11, 2010 Clustering procedures are notoriously short on rigorous guarantees. In this tutorial, I will cover some of the types of analysis that have been ap...

Online Learning and Game Theory Channel: VideoLectures Length: 2035 Date: October 11, 2010 We consider online learning and its relationship to game theory. In an online decision-making problem, as in Singer’s lecture, one typically makes...

Introduction to Learning Theory Channel: VideoLectures Length: 2263 Date: October 11, 2010 The goal of this course is to introduce the key concepts of learning theory. It will not be restricted to Statistical Learning Theory but will main...

Introduction to Learning Theory Channel: VideoLectures Length: 1727 Date: October 11, 2010 The goal of this course is to introduce the key concepts of learning theory. It will not be restricted to Statistical Learning Theory but will main...

Reading Tea Leaves: How Humans Interpret Topic Models Channel: VideoLectures Length: 0 Date: October 11, 2010 Probabilistic topic models are a commonly used tool for analyzing text data, where the latent topic representation is used to perform qualitative ...

Bayesian Inference: Principles and Practice Channel: VideoLectures Length: 2937 Date: October 11, 2010 The aim of this course is two-fold: to convey the basic principles of Bayesian machine learning and to describe a practical implementation framewor...

Online Learning, Regret Minimization, and Game Theory Channel: VideoLectures Length: 3343 Date: October 11, 2010 The first part of tha tutorial will discuss adaptive algorithms for making decisions in uncertain environments (e.g., what route should I take to ...

Statistical Learning Theory Channel: VideoLectures Length: 0 Date: October 11, 2010 This course will give a detailed introduction to learning theory with a focus on the classification problem. It will be shown how to obtain (pobabi...

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